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Measure for Measure: The Relation between Forecast Accuracy and Recommendation Profitability of Analysts

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  • YONCA ERTIMUR
  • JAYANTHI SUNDER
  • SHYAM V. SUNDER

Abstract

We examine the contemporaneous relation between earnings forecast accuracy and recommendation profitability to assess the effectiveness with which analysts translate forecasts into profitable recommendations. We find that, after controlling for expertise, more accurate analysts make more profitable recommendations, albeit only for firms with value‐relevant earnings. Next, we show that conflicts of interest from investment banking activities affect the relation between accuracy and profitability. In the case of buy recommendations, more accurate forecasts are associated with more profitable recommendations only for the nonconflicted analysts. For hold recommendations, higher levels of accuracy are associated with higher levels of profitability for conflicted analysts, provided these recommendations are treated as sells. Finally, we find that regulatory reforms aimed at mitigating analyst conflicts of interest appear to have improved the relation between accuracy and profitability. Specifically, the integrity of buy and hold recommendations has improved and the change is more pronounced for analysts expected to be most conflicted.

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  • Yonca Ertimur & Jayanthi Sunder & Shyam V. Sunder, 2007. "Measure for Measure: The Relation between Forecast Accuracy and Recommendation Profitability of Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 45(3), pages 567-606, June.
    • Handle: RePEc:bla:joares:v:45:y:2007:i:3:p:567-606
    DOI: 10.1111/j.1475-679X.2007.00244.x
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    1. Lin, Hsiou-wei & McNichols, Maureen F., 1998. "Underwriting relationships, analysts' earnings forecasts and investment recommendations," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 101-127, February.
    2. Gu, Zhaoyang & Chen, Ting, 2004. "Analysts' treatment of nonrecurring items in street earnings," Journal of Accounting and Economics, Elsevier, vol. 38(1), pages 129-170, December.
    3. Alexander Ljungqvist & Felicia Marston & William J. Wilhelm, 2006. "Competing for Securities Underwriting Mandates: Banking Relationships and Analyst Recommendations," Journal of Finance, American Finance Association, vol. 61(1), pages 301-340, February.
    4. Holthausen, Robert W. & Watts, Ross L., 2001. "The relevance of the value-relevance literature for financial accounting standard setting," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 3-75, September.
    5. Amitabh Dugar & Siva Nathan, 1995. "The Effect of Investment Banking Relationships on Financial Analysts' Earnings Forecasts and Investment Recommendations," Contemporary Accounting Research, John Wiley & Sons, vol. 12(1), pages 131-160, September.
    6. Shane A. Corwin & Paul Schultz, 2005. "The Role of IPO Underwriting Syndicates: Pricing, Information Production, and Underwriter Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 443-486, February.
    7. Mikhail, Michael B. & Walther, Beverly R. & Willis, Richard H., 2004. "Do security analysts exhibit persistent differences in stock picking ability?," Journal of Financial Economics, Elsevier, vol. 74(1), pages 67-91, October.
    8. Chitru S. Fernando & Vladimir A. Gatchev & Paul A. Spindt, 2005. "Wanna Dance? How Firms and Underwriters Choose Each Other," Journal of Finance, American Finance Association, vol. 60(5), pages 2437-2469, October.
    9. Womack, Kent L, 1996. "Do Brokerage Analysts' Recommendations Have Investment Value?," Journal of Finance, American Finance Association, vol. 51(1), pages 137-167, March.
    10. Bartov, Eli & Givoly, Dan & Hayn, Carla, 2002. "The rewards to meeting or beating earnings expectations," Journal of Accounting and Economics, Elsevier, vol. 33(2), pages 173-204, June.
    11. repec:bla:jfinan:v:53:y:1998:i:1:p:285-311 is not listed on IDEAS
    12. Partha S. Mohanram & Shyam V. Sunder, 2006. "How Has Regulation FD Affected the Operations of Financial Analysts?," Contemporary Accounting Research, John Wiley & Sons, vol. 23(2), pages 491-525, June.
    13. Shuping Chen & Dawn A. Matsumoto, 2006. "Favorable versus Unfavorable Recommendations: The Impact on Analyst Access to Management‐Provided Information," Journal of Accounting Research, Wiley Blackwell, vol. 44(4), pages 657-689, September.
    14. Carter, Richard B & Manaster, Steven, 1990. "Initial Public Offerings and Underwriter Reputation," Journal of Finance, American Finance Association, vol. 45(4), pages 1045-1067, September.
    15. Barth, Mary E. & Beaver, William H. & Landsman, Wayne R., 1998. "Relative valuation roles of equity book value and net income as a function of financial health," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 1-34, February.
    16. Mark T. Bradshaw & Richard G. Sloan, 2002. "GAAP versus The Street: An Empirical Assessment of Two Alternative Definitions of Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 40(1), pages 41-66, March.
    17. Clement, Michael B., 1999. "Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter?," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 285-303, July.
    18. Jacob, John & Lys, Thomas Z. & Neale, Margaret A., 1999. "Expertise in forecasting performance of security analysts," Journal of Accounting and Economics, Elsevier, vol. 28(1), pages 51-82, November.
    19. Michaely, Roni & Womack, Kent L, 1999. "Conflict of Interest and the Credibility of Underwriter Analyst Recommendations," The Review of Financial Studies, Society for Financial Studies, vol. 12(4), pages 653-686.
    20. Barth, Mary E. & Beaver, William H. & Landsman, Wayne R., 2001. "The relevance of the value relevance literature for financial accounting standard setting: another view," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 77-104, September.
    21. Brad Barber & Reuven Lehavy & Maureen McNichols & Brett Trueman, 2001. "Can Investors Profit from the Prophets? Security Analyst Recommendations and Stock Returns," Journal of Finance, American Finance Association, vol. 56(2), pages 531-563, April.
    22. Mikhail, MB & Walther, BR & Willis, RH, 1997. "Do security analysts improve their performance with experience?," Journal of Accounting Research, Wiley Blackwell, vol. 35, pages 131-157.
    23. Barber, Brad M. & Lehavy, Reuven & Trueman, Brett, 2007. "Comparing the stock recommendation performance of investment banks and independent research firms," Journal of Financial Economics, Elsevier, vol. 85(2), pages 490-517, August.
    24. Jing Liu & Doron Nissim & Jacob Thomas, 2002. "Equity Valuation Using Multiples," Journal of Accounting Research, Wiley Blackwell, vol. 40(1), pages 135-172, March.
    25. Harrison Hong & Jeffrey D. Kubik, 2003. "Analyzing the Analysts: Career Concerns and Biased Earnings Forecasts," Journal of Finance, American Finance Association, vol. 58(1), pages 313-351, February.
    26. Stickel, Scott E, 1992. "Reputation and Performance among Security Analysts," Journal of Finance, American Finance Association, vol. 47(5), pages 1811-1836, December.
    27. Tim Loughran & Jay Ritter, 2004. "Why Has IPO Underpricing Changed Over Time?," Financial Management, Financial Management Association, vol. 33(3), Fall.
    28. Loh, Roger K. & Mian, G. Mujtaba, 2006. "Do accurate earnings forecasts facilitate superior investment recommendations?," Journal of Financial Economics, Elsevier, vol. 80(2), pages 455-483, May.
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